Data Analysis

Dataset statistics

Number of variables	15
Number of observations	5005
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	198
Duplicate rows (%)	4.0%
Total size in memory	586.6 KiB
Average record size in memory	120.0 B

Variable types

Categorical	1
Numeric	14

Alerts

Dataset has 198 (4.0%) duplicate rows	Duplicates
`Max Speed(m/s)` is highly correlated with `Transportation Mode` and 9 other fields	High correlation
`95% Speed(m/s)` is highly correlated with `Transportation Mode` and 9 other fields	High correlation
`75% Speed(m/s)` is highly correlated with `Transportation Mode` and 7 other fields	High correlation
`Mean Speed(m/s)` is highly correlated with `Transportation Mode` and 6 other fields	High correlation
`Speed Std` is highly correlated with `Transportation Mode` and 8 other fields	High correlation
`Max Acceleration(m/s^2)` is highly correlated with `Max Speed(m/s)` and 8 other fields	High correlation
`95% Acceleration(m/s^2)` is highly correlated with `Transportation Mode` and 5 other fields	High correlation
`75% Acceleration(m/s^2)` is highly correlated with `Transportation Mode` and 6 other fields	High correlation
`Mean Acceleration(m/s^2)` is highly correlated with `Transportation Mode` and 7 other fields	High correlation
`Acceleration Std` is highly correlated with `Max Acceleration(m/s^2)` and 4 other fields	High correlation
`Non 0 Mean Speed(m/s)` is highly correlated with `Transportation Mode` and 6 other fields	High correlation
`Non 0 Mean Acceleration(m/s^2)` is highly correlated with `Transportation Mode` and 7 other fields	High correlation
`Total Time(s)` is highly correlated with `Total Distance(m)`	High correlation
`Total Distance(m)` is highly correlated with `Max Speed(m/s)` and 6 other fields	High correlation
`Transportation Mode` is highly correlated with `Max Speed(m/s)` and 9 other fields	High correlation
`Total Distance(m)` is highly skewed (γ1 = 37.15879244)	Skewed
`Max Acceleration(m/s^2)` has 80 (1.6%) zeros	Zeros
`95% Acceleration(m/s^2)` has 86 (1.7%) zeros	Zeros
`75% Acceleration(m/s^2)` has 325 (6.5%) zeros	Zeros
`Mean Acceleration(m/s^2)` has 543 (10.8%) zeros	Zeros
`Acceleration Std` has 584 (11.7%) zeros	Zeros
`Non 0 Mean Acceleration(m/s^2)` has 546 (10.9%) zeros	Zeros

Reproduction

Analysis started	2022-10-24 04:12:01.896089
Analysis finished	2022-10-24 04:12:17.462615
Duration	15.57 seconds
Software version	pandas-profiling v3.3.0
Download configuration	config.json

Transportation Mode
Categorical

HIGH CORRELATION

Distinct	11
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	39.2 KiB

walk	1988
bus	1130
bike	667
car	585
subway	381
Other values (6)	254

Length

Max length	10
Median length	4
Mean length	3.832567433
Min length	3

Characters and Unicode

Total characters	19182
Distinct characters	18
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	bus
2nd row	bus
3rd row	walk
4th row	bus
5th row	walk

Common Values

Value	Count	Frequency (%)
walk	1988	39.7%
bus	1130	22.6%
bike	667	13.3%
car	585	11.7%
subway	381	7.6%
taxi	177	3.5%
train	52	1.0%
airplane	14	0.3%
run	5	0.1%
boat	4	0.1%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
walk	1988	39.7%
bus	1130	22.6%
bike	667	13.3%
car	585	11.7%
subway	381	7.6%
taxi	177	3.5%
train	52	1.0%
airplane	14	0.3%
run	5	0.1%
boat	4	0.1%

Most occurring characters

Value	Count	Frequency (%)
a	3215	16.8%
k	2655	13.8%
w	2369	12.4%
b	2182	11.4%
l	2004	10.4%
u	1516	7.9%
s	1511	7.9%
i	910	4.7%
e	683	3.6%
r	658	3.4%
Other values (8)	1479	7.7%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	19182	100.0%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
a	3215	16.8%
k	2655	13.8%
w	2369	12.4%
b	2182	11.4%
l	2004	10.4%
u	1516	7.9%
s	1511	7.9%
i	910	4.7%
e	683	3.6%
r	658	3.4%
Other values (8)	1479	7.7%

Most occurring scripts

Value	Count	Frequency (%)
Latin	19182	100.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
a	3215	16.8%
k	2655	13.8%
w	2369	12.4%
b	2182	11.4%
l	2004	10.4%
u	1516	7.9%
s	1511	7.9%
i	910	4.7%
e	683	3.6%
r	658	3.4%
Other values (8)	1479	7.7%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	19182	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
a	3215	16.8%
k	2655	13.8%
w	2369	12.4%
b	2182	11.4%
l	2004	10.4%
u	1516	7.9%
s	1511	7.9%
i	910	4.7%
e	683	3.6%
r	658	3.4%
Other values (8)	1479	7.7%

Max Speed(m/s)
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	1965
Distinct (%)	39.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	9.52017982

Minimum	0.02
Maximum	291.36
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	39.2 KiB

Quantile statistics

Minimum	0.02
5-th percentile	1.2
Q1	1.95
median	4.99
Q3	13.97
95-th percentile	27.372
Maximum	291.36
Range	291.34
Interquartile range (IQR)	12.02

Descriptive statistics

Standard deviation	12.87895089
Coefficient of variation (CV)	1.352805423
Kurtosis	183.690312
Mean	9.52017982
Median Absolute Deviation (MAD)	3.61
Skewness	10.10658402
Sum	47648.5
Variance	165.867376
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1.38	25	0.5%
1.61	22	0.4%
1.59	22	0.4%
1.48	21	0.4%
1.41	21	0.4%
1.51	21	0.4%
1.5	21	0.4%
1.68	20	0.4%
1.75	20	0.4%
1.47	20	0.4%
Other values (1955)	4792	95.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.02	1	< 0.1%
0.09	2	< 0.1%
0.13	1	< 0.1%
0.19	2	< 0.1%
0.24	1	< 0.1%
0.27	2	< 0.1%
0.3	1	< 0.1%
0.31	1	< 0.1%
0.32	1	< 0.1%
0.33	2	< 0.1%

Value	Count	Frequency (%)
291.36	1	< 0.1%
259.45	1	< 0.1%
255.43	1	< 0.1%
246.72	1	< 0.1%
243.26	1	< 0.1%
241.25	1	< 0.1%
234.79	1	< 0.1%
81.61	1	< 0.1%
74.01	1	< 0.1%
65.21	1	< 0.1%

95% Speed(m/s)
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	1825
Distinct (%)	36.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	8.318693307

Minimum	0.02
Maximum	270.7
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	39.2 KiB

Quantile statistics

Minimum	0.02
5-th percentile	1.11
Q1	1.71
median	4.66
Q3	11.69
95-th percentile	23.598
Maximum	270.7
Range	270.68
Interquartile range (IQR)	9.98

Descriptive statistics

Standard deviation	11.88726517
Coefficient of variation (CV)	1.428982261
Kurtosis	226.4463687
Mean	8.318693307
Median Absolute Deviation (MAD)	3.31
Skewness	11.68426638
Sum	41635.06
Variance	141.3070732
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1.34	30	0.6%
1.56	29	0.6%
1.49	27	0.5%
1.6	25	0.5%
1.44	25	0.5%
1.46	25	0.5%
1.42	25	0.5%
1.55	24	0.5%
1.32	23	0.5%
1.5	23	0.5%
Other values (1815)	4749	94.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.02	1	< 0.1%
0.09	2	< 0.1%
0.13	1	< 0.1%
0.16	1	< 0.1%
0.17	2	< 0.1%
0.23	1	< 0.1%
0.26	2	< 0.1%
0.29	1	< 0.1%
0.3	3	0.1%
0.31	1	< 0.1%

Value	Count	Frequency (%)
270.7	1	< 0.1%
250.64	1	< 0.1%
249.63	1	< 0.1%
243.24	1	< 0.1%
242.49	1	< 0.1%
236.22	1	< 0.1%
231.39	1	< 0.1%
59.27	1	< 0.1%
57.63	1	< 0.1%
57.46	1	< 0.1%

75% Speed(m/s)
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	1531
Distinct (%)	30.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	6.124823177

Minimum	0
Maximum	257.21
Zeros	1
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	39.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0.792
Q1	1.35
median	3.6
Q3	7.72
95-th percentile	18.23
Maximum	257.21
Range	257.21
Interquartile range (IQR)	6.37

Descriptive statistics

Standard deviation	10.62300612
Coefficient of variation (CV)	1.734418418
Kurtosis	324.9011419
Mean	6.124823177
Median Absolute Deviation (MAD)	2.4
Skewness	15.10713944
Sum	30654.74
Variance	112.8482591
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1.38	46	0.9%
1.27	42	0.8%
1.4	39	0.8%
1.5	35	0.7%
1.44	33	0.7%
1.31	32	0.6%
1.06	32	0.6%
1.46	32	0.6%
1.42	32	0.6%
1.32	31	0.6%
Other values (1521)	4651	92.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1	< 0.1%
0.01	1	< 0.1%
0.04	2	< 0.1%
0.07	1	< 0.1%
0.08	1	< 0.1%
0.1	2	< 0.1%
0.11	1	< 0.1%
0.12	5	0.1%
0.14	1	< 0.1%
0.15	1	< 0.1%

Value	Count	Frequency (%)
257.21	1	< 0.1%
245.04	1	< 0.1%
242.44	1	< 0.1%
241.54	1	< 0.1%
234.09	1	< 0.1%
231.22	1	< 0.1%
221.23	1	< 0.1%
45.33	2	< 0.1%
42.87	1	< 0.1%
40.35	1	< 0.1%

Mean Speed(m/s)
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	1240
Distinct (%)	24.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4.412161838

Minimum	0.01
Maximum	240.8
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	39.2 KiB

Quantile statistics

Minimum	0.01
5-th percentile	0.58
Q1	1.1
median	2.78
Q3	5.56
95-th percentile	12.598
Maximum	240.8
Range	240.79
Interquartile range (IQR)	4.46

Descriptive statistics

Standard deviation	8.728402687
Coefficient of variation (CV)	1.978259866
Kurtosis	442.5095749
Mean	4.412161838
Median Absolute Deviation (MAD)	1.8
Skewness	18.62276424
Sum	22082.87
Variance	76.18501347
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1.06	40	0.8%
1.04	34	0.7%
1.03	32	0.6%
1.23	31	0.6%
1.24	30	0.6%
1.07	30	0.6%
0.91	29	0.6%
0.94	28	0.6%
0.9	28	0.6%
1.1	27	0.5%
Other values (1230)	4696	93.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.01	1	< 0.1%
0.05	2	< 0.1%
0.06	1	< 0.1%
0.08	1	< 0.1%
0.09	3	0.1%
0.1	1	< 0.1%
0.13	3	0.1%
0.14	3	0.1%
0.15	3	0.1%
0.16	4	0.1%

Value	Count	Frequency (%)
240.8	1	< 0.1%
224.65	1	< 0.1%
221.4	1	< 0.1%
210.69	1	< 0.1%
204.92	1	< 0.1%
177.9	1	< 0.1%
176.96	1	< 0.1%
39.95	2	< 0.1%
33.4	1	< 0.1%
29.54	2	< 0.1%

Speed Std
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	895
Distinct (%)	17.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.606829171

Minimum	0.01
Maximum	83.53
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	39.2 KiB

Quantile statistics

Minimum	0.01
5-th percentile	0.22
Q1	0.5
median	1.31
Q3	3.84
95-th percentile	7.68
Maximum	83.53
Range	83.52
Interquartile range (IQR)	3.34

Descriptive statistics

Standard deviation	3.255171983
Coefficient of variation (CV)	1.248709359
Kurtosis	139.3239683
Mean	2.606829171
Median Absolute Deviation (MAD)	1.01
Skewness	7.352892921
Sum	13047.18
Variance	10.59614464
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.41	58	1.2%
0.43	52	1.0%
0.42	49	1.0%
0.45	46	0.9%
0.47	44	0.9%
0.38	44	0.9%
0.37	42	0.8%
0.48	41	0.8%
0.54	41	0.8%
0.35	41	0.8%
Other values (885)	4547	90.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.01	1	< 0.1%
0.02	1	< 0.1%
0.03	2	< 0.1%
0.04	2	< 0.1%
0.05	4	0.1%
0.06	5	0.1%
0.07	5	0.1%
0.08	10	0.2%
0.09	12	0.2%
0.1	10	0.2%

Value	Count	Frequency (%)
83.53	1	< 0.1%
70.82	1	< 0.1%
58.78	1	< 0.1%
43.41	1	< 0.1%
29.41	1	< 0.1%
27.96	1	< 0.1%
26.32	1	< 0.1%
24.22	1	< 0.1%
23.11	1	< 0.1%
19.69	1	< 0.1%

Max Acceleration(m/s^2)
Real number (ℝ_≥0)

HIGH CORRELATION
ZEROS

Distinct	89
Distinct (%)	1.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.1275704296

Minimum	0
Maximum	3.55
Zeros	80
Zeros (%)	1.6%
Negative	0
Negative (%)	0.0%
Memory size	39.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0.01
Q1	0.02
median	0.07
Q3	0.19
95-th percentile	0.35
Maximum	3.55
Range	3.55
Interquartile range (IQR)	0.17

Descriptive statistics

Standard deviation	0.1526249514
Coefficient of variation (CV)	1.196397566
Kurtosis	87.73006082
Mean	0.1275704296
Median Absolute Deviation (MAD)	0.06
Skewness	5.8891299
Sum	638.49
Variance	0.02329437578
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.02	655	13.1%
0.01	533	10.6%
0.03	425	8.5%
0.04	277	5.5%
0.05	234	4.7%
0.06	192	3.8%
0.07	159	3.2%
0.18	134	2.7%
0.17	129	2.6%
0.16	125	2.5%
Other values (79)	2142	42.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	80	1.6%
0.01	533	10.6%
0.02	655	13.1%
0.03	425	8.5%
0.04	277	5.5%
0.05	234	4.7%
0.06	192	3.8%
0.07	159	3.2%
0.08	117	2.3%
0.09	78	1.6%

Value	Count	Frequency (%)
3.55	1	< 0.1%
2.76	1	< 0.1%
2.09	1	< 0.1%
1.93	1	< 0.1%
1.78	1	< 0.1%
1.66	1	< 0.1%
1.64	1	< 0.1%
1.5	1	< 0.1%
1.39	1	< 0.1%
1.38	1	< 0.1%

95% Acceleration(m/s^2)
Real number (ℝ_≥0)

HIGH CORRELATION
ZEROS

Distinct	49
Distinct (%)	1.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.09476523477

Minimum	0
Maximum	1.41
Zeros	86
Zeros (%)	1.7%
Negative	0
Negative (%)	0.0%
Memory size	39.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0.01
Q1	0.02
median	0.06
Q3	0.15
95-th percentile	0.28
Maximum	1.41
Range	1.41
Interquartile range (IQR)	0.13

Descriptive statistics

Standard deviation	0.09397332091
Coefficient of variation (CV)	0.9916434137
Kurtosis	17.8388898
Mean	0.09476523477
Median Absolute Deviation (MAD)	0.05
Skewness	2.296079805
Sum	474.3
Variance	0.008830985042
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=49)

Value	Count	Frequency (%)
0.02	757	15.1%
0.01	684	13.7%
0.03	424	8.5%
0.04	361	7.2%
0.05	176	3.5%
0.14	176	3.5%
0.06	170	3.4%
0.16	153	3.1%
0.15	151	3.0%
0.12	145	2.9%
Other values (39)	1808	36.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	86	1.7%
0.01	684	13.7%
0.02	757	15.1%
0.03	424	8.5%
0.04	361	7.2%
0.05	176	3.5%
0.06	170	3.4%
0.07	130	2.6%
0.08	95	1.9%
0.09	84	1.7%

Value	Count	Frequency (%)
1.41	1	< 0.1%
1.31	1	< 0.1%
1.12	1	< 0.1%
1.05	1	< 0.1%
0.51	1	< 0.1%
0.47	1	< 0.1%
0.46	1	< 0.1%
0.45	3	0.1%
0.43	4	0.1%
0.41	2	< 0.1%

75% Acceleration(m/s^2)
Real number (ℝ_≥0)

HIGH CORRELATION
ZEROS

Distinct	32
Distinct (%)	0.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.05282517483

Minimum	0
Maximum	0.45
Zeros	325
Zeros (%)	6.5%
Negative	0
Negative (%)	0.0%
Memory size	39.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0.01
median	0.03
Q3	0.08
95-th percentile	0.16
Maximum	0.45
Range	0.45
Interquartile range (IQR)	0.07

Descriptive statistics

Standard deviation	0.05453431225
Coefficient of variation (CV)	1.0323546
Kurtosis	2.552986717
Mean	0.05282517483
Median Absolute Deviation (MAD)	0.02
Skewness	1.525258325
Sum	264.39
Variance	0.002973991213
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=32)

Value	Count	Frequency (%)
0.01	1277	25.5%
0.02	845	16.9%
0	325	6.5%
0.08	323	6.5%
0.03	294	5.9%
0.04	227	4.5%
0.09	220	4.4%
0.1	218	4.4%
0.06	209	4.2%
0.12	166	3.3%
Other values (22)	901	18.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	325	6.5%
0.01	1277	25.5%
0.02	845	16.9%
0.03	294	5.9%
0.04	227	4.5%
0.05	120	2.4%
0.06	209	4.2%
0.07	165	3.3%
0.08	323	6.5%
0.09	220	4.4%

Value	Count	Frequency (%)
0.45	1	< 0.1%
0.31	1	< 0.1%
0.3	1	< 0.1%
0.28	3	0.1%
0.27	9	0.2%
0.26	14	0.3%
0.25	11	0.2%
0.24	17	0.3%
0.23	19	0.4%
0.22	40	0.8%

Mean Acceleration(m/s^2)
Real number (ℝ_≥0)

HIGH CORRELATION
ZEROS

Distinct	28
Distinct (%)	0.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.03711688312

Minimum	0
Maximum	0.38
Zeros	543
Zeros (%)	10.8%
Negative	0
Negative (%)	0.0%
Memory size	39.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0.01
median	0.02
Q3	0.06
95-th percentile	0.11
Maximum	0.38
Range	0.38
Interquartile range (IQR)	0.05

Descriptive statistics

Standard deviation	0.03632634914
Coefficient of variation (CV)	0.9787014988
Kurtosis	4.462261618
Mean	0.03711688312
Median Absolute Deviation (MAD)	0.02
Skewness	1.552975995
Sum	185.77
Variance	0.001319603642
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=28)

Value	Count	Frequency (%)
0.01	1509	30.1%
0.02	631	12.6%
0	543	10.8%
0.06	408	8.2%
0.05	342	6.8%
0.07	341	6.8%
0.03	278	5.6%
0.04	231	4.6%
0.08	231	4.6%
0.09	154	3.1%
Other values (18)	337	6.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	543	10.8%
0.01	1509	30.1%
0.02	631	12.6%
0.03	278	5.6%
0.04	231	4.6%
0.05	342	6.8%
0.06	408	8.2%
0.07	341	6.8%
0.08	231	4.6%
0.09	154	3.1%

Value	Count	Frequency (%)
0.38	1	< 0.1%
0.33	1	< 0.1%
0.31	1	< 0.1%
0.28	1	< 0.1%
0.24	1	< 0.1%
0.22	1	< 0.1%
0.21	1	< 0.1%
0.2	2	< 0.1%
0.19	5	0.1%
0.18	4	0.1%

Acceleration Std
Real number (ℝ_≥0)

HIGH CORRELATION
ZEROS

Distinct	29
Distinct (%)	0.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.03410589411

Minimum	0
Maximum	0.75
Zeros	584
Zeros (%)	11.7%
Negative	0
Negative (%)	0.0%
Memory size	39.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0.01
median	0.02
Q3	0.05
95-th percentile	0.1
Maximum	0.75
Range	0.75
Interquartile range (IQR)	0.04

Descriptive statistics

Standard deviation	0.03706596372
Coefficient of variation (CV)	1.086790559
Kurtosis	64.72493742
Mean	0.03410589411
Median Absolute Deviation (MAD)	0.02
Skewness	4.792576077
Sum	170.7
Variance	0.001373885667
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=29)

Value	Count	Frequency (%)
0.01	1589	31.7%
0	584	11.7%
0.02	527	10.5%
0.05	439	8.8%
0.04	434	8.7%
0.03	314	6.3%
0.06	290	5.8%
0.07	238	4.8%
0.08	167	3.3%
0.09	125	2.5%
Other values (19)	298	6.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	584	11.7%
0.01	1589	31.7%
0.02	527	10.5%
0.03	314	6.3%
0.04	434	8.7%
0.05	439	8.8%
0.06	290	5.8%
0.07	238	4.8%
0.08	167	3.3%
0.09	125	2.5%

Value	Count	Frequency (%)
0.75	1	< 0.1%
0.66	1	< 0.1%
0.6	1	< 0.1%
0.49	1	< 0.1%
0.48	1	< 0.1%
0.33	1	< 0.1%
0.32	1	< 0.1%
0.22	1	< 0.1%
0.2	5	0.1%
0.19	1	< 0.1%

Non 0 Mean Speed(m/s)
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	1248
Distinct (%)	24.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4.422083916

Minimum	0.01
Maximum	240.8
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	39.2 KiB

Quantile statistics

Minimum	0.01
5-th percentile	0.58
Q1	1.1
median	2.79
Q3	5.57
95-th percentile	12.624
Maximum	240.8
Range	240.79
Interquartile range (IQR)	4.47

Descriptive statistics

Standard deviation	8.732043633
Coefficient of variation (CV)	1.974644489
Kurtosis	441.6878922
Mean	4.422083916
Median Absolute Deviation (MAD)	1.81
Skewness	18.59820851
Sum	22132.53
Variance	76.248586
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1.06	40	0.8%
1.04	33	0.7%
1.03	32	0.6%
1.24	31	0.6%
1.23	31	0.6%
1.07	30	0.6%
0.91	29	0.6%
0.94	28	0.6%
1.1	27	0.5%
0.97	27	0.5%
Other values (1238)	4697	93.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.01	1	< 0.1%
0.06	2	< 0.1%
0.07	1	< 0.1%
0.08	1	< 0.1%
0.09	2	< 0.1%
0.1	1	< 0.1%
0.11	1	< 0.1%
0.13	3	0.1%
0.14	3	0.1%
0.15	3	0.1%

Value	Count	Frequency (%)
240.8	1	< 0.1%
224.65	1	< 0.1%
221.4	1	< 0.1%
210.69	1	< 0.1%
204.92	1	< 0.1%
177.9	1	< 0.1%
176.96	1	< 0.1%
39.95	2	< 0.1%
34.2	1	< 0.1%
29.54	2	< 0.1%

Non 0 Mean Acceleration(m/s^2)
Real number (ℝ_≥0)

HIGH CORRELATION
ZEROS

Distinct	28
Distinct (%)	0.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.03713486513

Minimum	0
Maximum	0.38
Zeros	546
Zeros (%)	10.9%
Negative	0
Negative (%)	0.0%
Memory size	39.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0.01
median	0.02
Q3	0.06
95-th percentile	0.11
Maximum	0.38
Range	0.38
Interquartile range (IQR)	0.05

Descriptive statistics

Standard deviation	0.03634509624
Coefficient of variation (CV)	0.978732415
Kurtosis	4.448068962
Mean	0.03713486513
Median Absolute Deviation (MAD)	0.02
Skewness	1.550462298
Sum	185.86
Variance	0.00132096602
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=28)

Value	Count	Frequency (%)
0.01	1505	30.1%
0.02	632	12.6%
0	546	10.9%
0.06	409	8.2%
0.05	343	6.9%
0.07	341	6.8%
0.03	276	5.5%
0.08	232	4.6%
0.04	230	4.6%
0.09	155	3.1%
Other values (18)	336	6.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	546	10.9%
0.01	1505	30.1%
0.02	632	12.6%
0.03	276	5.5%
0.04	230	4.6%
0.05	343	6.9%
0.06	409	8.2%
0.07	341	6.8%
0.08	232	4.6%
0.09	155	3.1%

Value	Count	Frequency (%)
0.38	1	< 0.1%
0.33	1	< 0.1%
0.31	1	< 0.1%
0.28	1	< 0.1%
0.24	1	< 0.1%
0.22	1	< 0.1%
0.21	1	< 0.1%
0.2	2	< 0.1%
0.19	5	0.1%
0.18	4	0.1%

Total Time(s)
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	2471
Distinct (%)	49.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1906.967832

Minimum	150
Maximum	44135
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	39.2 KiB

Quantile statistics

Minimum	150
5-th percentile	208
Q1	550
median	1150
Q3	2206
95-th percentile	5999
Maximum	44135
Range	43985
Interquartile range (IQR)	1656

Descriptive statistics

Standard deviation	2620.808651
Coefficient of variation (CV)	1.37433291
Kurtosis	37.62805089
Mean	1906.967832
Median Absolute Deviation (MAD)	711
Skewness	4.836316055
Sum	9544374
Variance	6868637.984
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
200	67	1.3%
300	61	1.2%
250	56	1.1%
150	53	1.1%
350	53	1.1%
400	45	0.9%
450	41	0.8%
500	41	0.8%
600	31	0.6%
650	30	0.6%
Other values (2461)	4527	90.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
150	53	1.1%
151	12	0.2%
152	8	0.2%
153	9	0.2%
154	4	0.1%
155	5	0.1%
156	7	0.1%
157	5	0.1%
158	2	< 0.1%
159	1	< 0.1%

Value	Count	Frequency (%)
44135	1	< 0.1%
32949	1	< 0.1%
28382	1	< 0.1%
27455	1	< 0.1%
24988	1	< 0.1%
24792	1	< 0.1%
24002	1	< 0.1%
23434	2	< 0.1%
23388	1	< 0.1%
22805	1	< 0.1%

Total Distance(m)
Real number (ℝ_≥0)

HIGH CORRELATION
SKEWED

Distinct	4790
Distinct (%)	95.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	11467.7449

Minimum	3.74
Maximum	4399193.91
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	39.2 KiB

Quantile statistics

Minimum	3.74
5-th percentile	228.972
Q1	763.8
median	2822.91
Q3	10137
95-th percentile	27953.096
Maximum	4399193.91
Range	4399190.17
Interquartile range (IQR)	9373.2

Descriptive statistics

Standard deviation	83245.12971
Coefficient of variation (CV)	7.259067102
Kurtosis	1720.035948
Mean	11467.7449
Median Absolute Deviation (MAD)	2382.55
Skewness	37.15879244
Sum	57396063.21
Variance	6929751621
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1108.78	3	0.1%
745.15	3	0.1%
3028.23	2	< 0.1%
291.41	2	< 0.1%
10057.53	2	< 0.1%
3991.38	2	< 0.1%
3928.94	2	< 0.1%
2844.76	2	< 0.1%
2563.84	2	< 0.1%
3108.79	2	< 0.1%
Other values (4780)	4983	99.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
3.74	1	< 0.1%
8	1	< 0.1%
8.4	1	< 0.1%
17.89	1	< 0.1%
24.62	1	< 0.1%
25.43	1	< 0.1%
30.26	1	< 0.1%
32.85	1	< 0.1%
38.6	1	< 0.1%
40.66	1	< 0.1%

Value	Count	Frequency (%)
4399193.91	1	< 0.1%
2341516.71	1	< 0.1%
1615898.86	1	< 0.1%
1439325.73	1	< 0.1%
1110808.39	1	< 0.1%
950665.3	1	< 0.1%
732962.09	1	< 0.1%
379360.19	1	< 0.1%
328197.85	1	< 0.1%
324719.29	1	< 0.1%

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

Count
Matrix

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

First rows

	Transportation Mode	Max Speed(m/s)	95% Speed(m/s)	75% Speed(m/s)	Mean Speed(m/s)	Speed Std	Max Acceleration(m/s^2)	95% Acceleration(m/s^2)	75% Acceleration(m/s^2)	Mean Acceleration(m/s^2)	Acceleration Std	Non 0 Mean Speed(m/s)	Non 0 Mean Acceleration(m/s^2)	Total Time(s)	Total Distance(m)
0	bus	12.18	10.46	5.87	3.41	3.83	0.19	0.11	0.04	0.03	0.05	3.41	0.03	3811	6465.72
1	bus	15.97	15.84	15.51	11.80	5.18	0.19	0.14	0.07	0.04	0.05	11.80	0.04	939	9533.53
2	walk	1.83	1.72	1.51	1.34	0.29	0.01	0.01	0.01	0.00	0.00	1.34	0.00	601	791.24
3	bus	12.78	11.97	9.67	6.78	3.56	0.16	0.16	0.08	0.06	0.05	6.78	0.06	866	5771.59
4	walk	1.50	1.50	1.45	1.34	0.14	0.01	0.01	0.00	0.00	0.00	1.34	0.00	588	783.50
5	walk	2.68	2.61	1.57	1.42	0.76	0.03	0.03	0.02	0.01	0.01	1.42	0.01	660	1045.96
6	bus	8.22	8.09	6.44	4.69	2.52	0.08	0.08	0.06	0.04	0.03	4.69	0.04	1059	5295.50
7	walk	3.66	2.11	1.65	1.54	0.58	0.06	0.05	0.01	0.01	0.02	1.54	0.01	1080	1668.44
8	bus	20.71	16.99	6.74	6.00	6.34	0.26	0.23	0.16	0.12	0.08	6.00	0.12	983	3817.19
9	walk	1.38	1.37	1.34	1.11	0.30	0.01	0.01	0.01	0.01	0.01	1.11	0.01	305	329.35

Last rows

	Transportation Mode	Max Speed(m/s)	95% Speed(m/s)	75% Speed(m/s)	Mean Speed(m/s)	Speed Std	Max Acceleration(m/s^2)	95% Acceleration(m/s^2)	75% Acceleration(m/s^2)	Mean Acceleration(m/s^2)	Acceleration Std	Non 0 Mean Speed(m/s)	Non 0 Mean Acceleration(m/s^2)	Total Time(s)	Total Distance(m)
4995	walk	1.14	1.14	1.13	1.02	0.12	0.01	0.01	0.00	0.00	0.00	1.02	0.00	306	312.15
4996	bus	5.90	5.84	4.44	2.90	1.92	0.11	0.09	0.05	0.04	0.03	2.90	0.04	765	2218.28
4997	walk	2.93	1.53	1.35	1.20	0.39	0.06	0.01	0.01	0.01	0.01	1.20	0.01	5153	3643.89
4998	taxi	18.73	18.10	12.98	9.29	5.11	0.14	0.13	0.10	0.06	0.04	9.29	0.06	1350	12539.55
4999	walk	2.01	1.98	1.85	1.45	0.54	0.02	0.02	0.01	0.01	0.00	1.45	0.01	309	687.59
5000	walk	1.17	1.16	1.14	0.91	0.37	0.01	0.01	0.00	0.00	0.00	0.91	0.00	317	276.02
5001	bus	8.62	7.30	4.23	3.63	2.15	0.08	0.08	0.05	0.04	0.02	3.63	0.04	582	2030.97
5002	walk	1.41	1.34	1.12	0.98	0.26	0.02	0.02	0.01	0.01	0.01	0.98	0.01	301	296.35
5003	bike	8.32	8.23	3.72	2.88	2.45	0.14	0.09	0.04	0.03	0.04	2.88	0.03	1001	2886.13
5004	walk	1.43	1.26	1.02	0.75	0.34	0.02	0.02	0.01	0.01	0.01	0.75	0.01	639	487.62

Most frequently occurring

	Transportation Mode	Max Speed(m/s)	95% Speed(m/s)	75% Speed(m/s)	Mean Speed(m/s)	Speed Std	Max Acceleration(m/s^2)	95% Acceleration(m/s^2)	75% Acceleration(m/s^2)	Mean Acceleration(m/s^2)	Acceleration Std	Non 0 Mean Speed(m/s)	Non 0 Mean Acceleration(m/s^2)	Total Time(s)	Total Distance(m)	# duplicates
0	bike	2.40	1.33	1.06	0.80	0.43	0.04	0.02	0.01	0.01	0.01	0.80	0.01	4045	2844.76	2
1	bike	2.46	2.28	1.60	1.04	0.80	0.04	0.04	0.03	0.02	0.01	1.04	0.02	550	570.85	2
2	bike	2.69	2.48	1.86	1.44	0.68	0.02	0.02	0.02	0.01	0.00	1.44	0.01	350	504.13	2
3	bike	3.01	2.95	2.50	1.92	1.00	0.04	0.04	0.02	0.02	0.01	1.92	0.02	1025	809.77	2
4	bike	3.11	3.05	2.96	2.44	0.83	0.05	0.04	0.01	0.01	0.02	2.44	0.01	508	1111.63	2
5	bike	3.26	3.00	1.98	1.35	1.22	0.06	0.06	0.04	0.03	0.02	1.35	0.03	368	296.06	2
6	bike	3.26	3.04	2.41	2.13	0.74	0.05	0.04	0.02	0.02	0.02	2.13	0.02	351	745.15	2
7	bike	3.47	3.04	2.00	1.28	1.05	0.06	0.06	0.02	0.02	0.02	1.28	0.02	598	662.19	2
8	bike	3.53	3.44	3.12	2.51	0.79	0.06	0.04	0.02	0.02	0.01	2.51	0.02	3814	5676.69	2
9	bike	3.62	3.57	3.40	2.85	0.81	0.04	0.04	0.04	0.02	0.02	2.85	0.02	300	855.77	2

Overview

Variables

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Most occurring scripts

Most frequent character per script

Latin

Most occurring blocks

Most frequent character per block

ASCII

Interactions

Correlations

Spearman's ρ

Pearson's r

Kendall's τ

Phik (φk)

Missing values

Sample

First rows

Last rows

Duplicate rows

Most frequently occurring